SOTAVerified

Spoken Language Understanding

Papers

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Showing 501–550 of 550 papers

TitleStatusHype
On the Use of External Data for Spoken Named Entity RecognitionCode0
Improving Slot Filling in Spoken Language Understanding with Joint Pointer and AttentionCode0
Leveraging Cross-Lingual Transfer Learning in Spoken Named Entity Recognition SystemsCode0
The Interpreter Understands Your Meaning: End-to-end Spoken Language Understanding Aided by Speech TranslationCode0
End-to-end Spoken Language Understanding with Tree-constrained Pointer GeneratorCode0
A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot FillingCode0
A Context-Aware Hierarchical BERT Fusion Network for Multi-turn Dialog Act DetectionCode0
Out-of-distribution generalisation in spoken language understandingCode0
Incorporating Instructional Prompts into a Unified Generative Framework for Joint Multiple Intent Detection and Slot FillingCode0
Dynamic Time-Aware Attention to Speaker Roles and Contexts for Spoken Language UnderstandingCode0
Do Large Language Model Understand Multi-Intent Spoken Language ?Code0
Sentence Embedder Guided Utterance Encoder (SEGUE) for Spoken Language UnderstandingCode0
Two-stage Textual Knowledge Distillation for End-to-End Spoken Language UnderstandingCode0
Measuring the Effect of Transcription Noise on Downstream Language Understanding TasksCode0
Spoken Language Intent Detection using Confusion2VecCode0
Sequential Dialogue Context Modeling for Spoken Language UnderstandingCode0
GL-CLeF: A Global-Local Contrastive Learning Framework for Cross-lingual Spoken Language UnderstandingCode0
A Light Transformer For Speech-To-Intent ApplicationsCode0
Teaching a Multilingual Large Language Model to Understand Multilingual Speech via Multi-Instructional TrainingCode0
A Bi-model based RNN Semantic Frame Parsing Model for Intent Detection and Slot FillingCode0
Explaining Speech Classification Models via Word-Level Audio Segments and Paralinguistic FeaturesCode0
Augmenting Slot Values and Contexts for Spoken Language Understanding with Pretrained ModelsCode0
EDA: Enriching Emotional Dialogue Acts using an Ensemble of Neural AnnotatorsCode0
Uni-MIS: United Multiple Intent Spoken Language Understanding via Multi-View Intent-Slot InteractionCode0
Discourse-Wizard: Discovering Deep Discourse Structure in your Conversation with RNNsCode0
Slot-Gated Modeling for Joint Slot Filling and Intent PredictionCode0
Text Matters but Speech Influences: A Computational Analysis of Syntactic Ambiguity ResolutionCode0
Pro-HAN: A Heterogeneous Graph Attention Network for Profile-Based Spoken Language UnderstandingCode0
Audio-Linguistic Embeddings for Spoken SentencesCode0
ISO-Standard Domain-Independent Dialogue Act Tagging for Conversational AgentsCode0
Fully Statistical Neural Belief TrackingCode0
QUADS: QUAntized Distillation Framework for Efficient Speech Language UnderstandingCode0
Joint Automatic Speech Recognition And Structure Learning For Better Speech UnderstandingCode0
Decay-Function-Free Time-Aware Attention to Context and Speaker Indicator for Spoken Language UnderstandingCode0
A dataset for resolving referring expressions in spoken dialogue via contextual query rewrites (CQR)Code0
From Masked Language Modeling to Translation: Non-English Auxiliary Tasks Improve Zero-shot Spoken Language UnderstandingCode0
Data Augmentation with Atomic Templates for Spoken Language UnderstandingCode0
ReCoMIF: Reading comprehension based multi-source information fusion network for Chinese spoken language understandingCode0
FlowQA: Grasping Flow in History for Conversational Machine ComprehensionCode0
Recurrent Neural Networks with Pre-trained Language Model Embedding for Slot Filling TaskCode0
Textual Supervision for Visually Grounded Spoken Language UnderstandingCode0
Contrastive and Consistency Learning for Neural Noisy-Channel Model in Spoken Language UnderstandingCode0
Unsupervised Transfer Learning for Spoken Language Understanding in Intelligent AgentsCode0
A BiRGAT Model for Multi-intent Spoken Language Understanding with Hierarchical Semantic FramesCode0
"KAN you hear me?" Exploring Kolmogorov-Arnold Networks for Spoken Language UnderstandingCode0
Towards end-to-end spoken language understandingCode0
Effective Slot Filling via Weakly-Supervised Dual-Model LearningCode0
Fleurs-SLU: A Massively Multilingual Benchmark for Spoken Language UnderstandingCode0
Effectiveness of Text, Acoustic, and Lattice-based representations in Spoken Language Understanding tasksCode0
Energy-based Self-attentive Learning of Abstractive Communities for Spoken Language UnderstandingCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Finstreder (Conformer + AMT, character-based)Accuracy (%)99.8—Unverified
2UniverSLUAccuracy (%)99.8—Unverified
3E2E SLP two-stepAccuracy (%)99.7—Unverified
4textual-kd-sluAccuracy (%)99.7—Unverified
5Wav2Vec2.0-ClassifierAccuracy (%)99.7—Unverified
6Finstreder (Quartznet + AMT)Accuracy (%)99.7—Unverified
7Wav2vec 2.0 SSLAccuracy (%)99.6—Unverified
8Finstreder (Conformer)Accuracy (%)99.5—Unverified
9AT-ATAccuracy (%)99.5—Unverified
10BERT, AC PretrainingAccuracy (%)99.4—Unverified
#ModelMetricClaimedVerifiedStatus
1Finstreder (Conformer, character-based)Accuracy (%)89—Unverified
2Finstreder (Conformer)Accuracy (%)88—Unverified
3AT-ATAccuracy (%)84.9—Unverified
4Finstreder (Quartznet)Accuracy (%)84.8—Unverified
5SnipsAccuracy (%)84.2—Unverified
6GoogleAccuracy (%)79.3—Unverified
7Real + syntheticAccuracy (%)71.4—Unverified
#ModelMetricClaimedVerifiedStatus
1Finstreder (Conformer, character-based)Accuracy-EN (%)87.9—Unverified
2Finstreder (Conformer)Accuracy-EN (%)80.4—Unverified
3Finstreder (Quartznet)Accuracy-EN (%)77.6—Unverified
4SnipsAccuracy-EN (%)68.7—Unverified
5GoogleAccuracy-EN (%)47.8—Unverified
#ModelMetricClaimedVerifiedStatus
1ALBERTF1 score77.1—Unverified
2SpeechBERTF1 score71.75—Unverified
3QANet + GANF1 score63.11—Unverified
4BaselineF1 score58.71—Unverified
#ModelMetricClaimedVerifiedStatus
1Finstreder (Conformer)Accuracy (%)95.4—Unverified
2Finstreder (Quartznet)Accuracy (%)90—Unverified
3BaselineAccuracy (%)81.6—Unverified